{"id":"W4408399604","doi":"10.1186/s13054-025-05341-7","title":"Impact of comorbidities on management and outcomes of patients weaning from invasive mechanical ventilation: insights from the WEAN SAFE study","year":2025,"lang":"en","type":"article","venue":"Critical Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"European Society of Intensive Care Medicine; Health Research Board; European Respiratory Society","keywords":"Medicine; Mechanical ventilation; Intensive care medicine; Weaning; Emergency medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003113376,0.0002552032,0.0003732302,0.00101107,0.000396288,0.0009362627,0.0004843569,0.0004330236,0.0007948058],"category_scores_gemma":[0.007523391,0.000136711,0.0007368139,0.001589597,0.000315593,0.0007940449,0.001338484,0.0007675403,0.00007731299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006716647,"about_ca_system_score_gemma":0.001132816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004977145,"about_ca_topic_score_gemma":0.009972222,"domain_scores_codex":[0.9985525,0.00062087,0.0001975729,0.0001420981,0.0002799444,0.0002069112],"domain_scores_gemma":[0.9927024,0.00172934,0.003612497,0.0002883039,0.0004971391,0.001170353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001265261,0.00004090364,0.9972538,0.00001925995,0.00009952659,0.00005740662,0.0001270236,0.00003926603,0.00002654082,0.00004206263,0.0002226153,0.001944998],"study_design_scores_gemma":[0.00001706479,0.00008763456,0.9987865,0.00004943106,0.00004737811,0.0001386747,0.0003546897,0.0001291068,0.0000173776,0.00005812162,0.0003083187,0.0000057074],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975709,0.0008566662,0.00006169403,0.0004383664,0.000008374906,0.00001279365,0.0005304663,9.593864e-7,0.0005198023],"genre_scores_gemma":[0.9983577,0.0005058779,0.0001159828,0.0001876167,0.00003376226,0.00002422254,0.0007304941,0.000002093185,0.00004219257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004977145,"threshold_uncertainty_score":0.01646531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0277255122432921,"score_gpt":0.3348049119746419,"score_spread":0.3070793997313498,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}